Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
Do you say Thank you？ You disrespect our president！?
Do you say Thank you？ You disrespect our president！?
Expresses nationalist sentiment about respecting the president, framing disagreement as disrespect to national leadership.
@whyl7033
Mar 4, 2025
Canadians, you should be ery proud of your PM.
Canadians, you should be ery proud of your PM.
Appeals to Canadian national pride and identity, though the sarcasm is ambiguous.
Identity Assertion
0.70
@goindabongo1721
Mar 4, 2025
the woke uphold will be gone soon!
the woke uphold will be gone soon!
Asserts that 'woke' ideology will disappear, using identity-based framing with implicit call for resistance.
@madesugriwe
Mar 4, 2025
Trump doesn't want to work with Canada, he's working with Russia. And Trump is not a very smart man, he's a spoiled rich brat!
Trump doesn't want to work with Canada, he's working with Russia. And Trump is not a very smart man, he's a spoiled rich brat!
Makes claims about Trump's allegiances and character as part of broader criticism, with some alarmist framing about Russia.
@KindlyVegan
Mar 4, 2025
It wasn't Canadians that voted liberal.
It wasn't Canadians that voted liberal.
Brief assertion questioning Canadian electoral legitimacy, implying non-Canadians or illegitimate voters elected the Liberal government.
Identity Assertion
0.70
stevendiffin5625
Aug 28, 2025
Kneel Trudeau
Kneel Trudeau
Derisive nickname 'Kneel Trudeau' asserts a critical identity position and us-vs-them framing against the Prime Minister.
Identity Assertion
0.70
@j.r.fordiii
Mar 4, 2025
Canadians love voting for Liberals.
Canadians love voting for Liberals.
Makes a generalization about Canadian voting behavior, framing it as a national characteristic.
Identity Assertion
0.70
edweb2006
Feb 26, 2026
Troudo is a claun like Jelenski
Troudo is a claun like Jelenski
Insults Canadian PM by comparing him to Zelenskyy, asserting negative identity/character judgment about leadership.
@varinder251
Mar 4, 2025
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
I wonder how many of the white bikemans family in nursing homes or on welfare or taking the white mans drug meth
Makes sweeping claims about welfare/drug use tied to racial identity, framing as counter-narrative.
hedykarim3614
Feb 26, 2026
?.. black face at it again..
?.. black face at it again..
References past blackface controversy to question leader's credibility and character, framing as hypocrisy in identity/values.
@zanderrivas8598
Mar 4, 2025
Deal with Khalistani people. 😂
Deal with Khalistani people. 😂
The comment references Khalistani identity with a dismissive emoji, framing a specific immigrant group as problematic.
Saransh_Mehraniya
Jan 28, 2026
If you're the leader of Canadian people i gotta tell you you're a weak leader. A puppet of the elite
If you're the leader of Canadian people i gotta tell you you're a weak leader. A puppet of the elite
Asserts Trudeau is weak and controlled by elites, combining leadership critique with unsubstantiated conspiracy framing.
@PinasPulse
Mar 4, 2025
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
USA DOESN'T NEED NOTHING FROM CANADA ??????????????????
Asserts US independence and self-sufficiency, rejecting reliance on Canada through emphatic us-vs-them framing.
Identity Assertion
0.70
@Alx77771
Mar 4, 2025
We gave trump the mandate, which means we support his decisions. Canadians are not paying our taxes.
We gave trump the mandate, which means we support his decisions. Canadians are not paying our taxes.
Asserts American identity and mandate support for Trump while dismissing Canadian tax concerns, mixing identity with policy framing.
@raphaelceccacci
Mar 4, 2025
Dirty people
Dirty people
Dehumanizing statement targeting an unspecified group, expressing contempt based on perceived group characteristics.
MAGA-FUTURE
Feb 26, 2026
The demagogue Trump is pathological liar
The demagogue Trump is pathological liar
Makes a character attack on Trump using dehumanizing language ('demagogue,' 'pathological liar'), asserting moral superiority rather than substantive critique.
@AbdullahiYusuf-jv1ov
Mar 5, 2025
They need us .
They need us .
Asserts a relationship of dependence/need between groups, implying us-vs-them framing about who needs whom.
Identity Assertion
0.70
@benshreve9683
Mar 4, 2025
Whenever is mouth is moving he is lying...?
Whenever is mouth is moving he is lying...?
Dismissive characterization of Trump as a liar, framing him as fundamentally untrustworthy.
@terrythompson8065
Mar 4, 2025
she, is retard and bad for real Canadians
she, is retard and bad for real Canadians
Uses derogatory language and frames the minister as harmful to 'real Canadians,' asserting an in-group/out-group boundary.
RolandDeschainee
Feb 27, 2026
THIS is a president. He’s standing in business.
THIS is a president. He’s standing in business.
Asserts a positive identity claim about Canadian leadership ('THIS is a president'), framing national pride and belonging.
Identity Assertion
0.70
@corithecat6877
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)